Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 698.2 KiB |
| Average record size in memory | 714.9 B |
Variable types
| CAT | 9 |
|---|---|
| NUM | 8 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-06-18 15:28:39.351939 |
|---|---|
| Analysis finished | 2020-06-18 15:28:47.034468 |
| Duration | 7.68 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
deceased_indicator has constant value "N" | Constant |
country has constant value "Australia" | Constant |
first_name has a high cardinality: 940 distinct values | High cardinality |
last_name has a high cardinality: 961 distinct values | High cardinality |
Age is highly correlated with DOB | High correlation |
DOB is highly correlated with Age | High correlation |
Value is highly correlated with Rank | High correlation |
Rank is highly correlated with Value | High correlation |
first_name is uniformly distributed | Uniform |
last_name is uniformly distributed | Uniform |
address has unique values | Unique |
| Distinct count | 940 |
|---|---|
| Unique (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Mandie | 3 |
|---|---|
| Rozamond | 3 |
| Dorian | 3 |
| Cissiee | 2 |
| Sada | 2 |
| Other values (935) |
| Value | Count | Frequency (%) | |
| Mandie | 3 | 0.3% | |
| Rozamond | 3 | 0.3% | |
| Dorian | 3 | 0.3% | |
| Cissiee | 2 | 0.2% | |
| Sada | 2 | 0.2% | |
| Renie | 2 | 0.2% | |
| Cami | 2 | 0.2% | |
| Marcelia | 2 | 0.2% | |
| Cristen | 2 | 0.2% | |
| Tanya | 2 | 0.2% | |
| Nicol | 2 | 0.2% | |
| Tannie | 2 | 0.2% | |
| Jesse | 2 | 0.2% | |
| Dmitri | 2 | 0.2% | |
| Deirdre | 2 | 0.2% | |
| Daisy | 2 | 0.2% | |
| Anthony | 2 | 0.2% | |
| Corinna | 2 | 0.2% | |
| Latrena | 2 | 0.2% | |
| Harman | 2 | 0.2% | |
| Wheeler | 2 | 0.2% | |
| Muffin | 2 | 0.2% | |
| Geoff | 2 | 0.2% | |
| Leticia | 2 | 0.2% | |
| Farlie | 2 | 0.2% | |
| Other values (915) | 947 | 94.7% |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 6.087 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 702 | 11.5% | |
| a | 631 | 10.4% | |
| i | 566 | 9.3% | |
| n | 488 | 8.0% | |
| r | 434 | 7.1% | |
| l | 414 | 6.8% | |
| o | 303 | 5.0% | |
| t | 223 | 3.7% | |
| d | 193 | 3.2% | |
| y | 168 | 2.8% | |
| s | 168 | 2.8% | |
| h | 140 | 2.3% | |
| u | 108 | 1.8% | |
| c | 99 | 1.6% | |
| m | 92 | 1.5% | |
| A | 88 | 1.4% | |
| C | 80 | 1.3% | |
| M | 75 | 1.2% | |
| b | 74 | 1.2% | |
| D | 71 | 1.2% | |
| g | 71 | 1.2% | |
| S | 64 | 1.1% | |
| R | 63 | 1.0% | |
| L | 61 | 1.0% | |
| B | 56 | 0.9% | |
| Other values (27) | 655 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 5086 | 83.6% | |
| Uppercase Letter | 1000 | 16.4% | |
| Dash Punctuation | 1 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 88 | 8.8% | |
| C | 80 | 8.0% | |
| M | 75 | 7.5% | |
| D | 71 | 7.1% | |
| S | 64 | 6.4% | |
| R | 63 | 6.3% | |
| L | 61 | 6.1% | |
| B | 56 | 5.6% | |
| K | 54 | 5.4% | |
| G | 54 | 5.4% | |
| T | 43 | 4.3% | |
| J | 42 | 4.2% | |
| E | 41 | 4.1% | |
| F | 33 | 3.3% | |
| H | 33 | 3.3% | |
| N | 30 | 3.0% | |
| P | 29 | 2.9% | |
| W | 23 | 2.3% | |
| O | 17 | 1.7% | |
| I | 15 | 1.5% | |
| V | 13 | 1.3% | |
| Z | 7 | 0.7% | |
| Y | 4 | 0.4% | |
| Q | 3 | 0.3% | |
| X | 1 | 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 702 | 13.8% | |
| a | 631 | 12.4% | |
| i | 566 | 11.1% | |
| n | 488 | 9.6% | |
| r | 434 | 8.5% | |
| l | 414 | 8.1% | |
| o | 303 | 6.0% | |
| t | 223 | 4.4% | |
| d | 193 | 3.8% | |
| y | 168 | 3.3% | |
| s | 168 | 3.3% | |
| h | 140 | 2.8% | |
| u | 108 | 2.1% | |
| c | 99 | 1.9% | |
| m | 92 | 1.8% | |
| b | 74 | 1.5% | |
| g | 71 | 1.4% | |
| k | 55 | 1.1% | |
| v | 39 | 0.8% | |
| p | 31 | 0.6% | |
| f | 27 | 0.5% | |
| w | 24 | 0.5% | |
| z | 19 | 0.4% | |
| x | 11 | 0.2% | |
| q | 4 | 0.1% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 1 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 6086 | > 99.9% | |
| Common | 1 | < 0.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 702 | 11.5% | |
| a | 631 | 10.4% | |
| i | 566 | 9.3% | |
| n | 488 | 8.0% | |
| r | 434 | 7.1% | |
| l | 414 | 6.8% | |
| o | 303 | 5.0% | |
| t | 223 | 3.7% | |
| d | 193 | 3.2% | |
| y | 168 | 2.8% | |
| s | 168 | 2.8% | |
| h | 140 | 2.3% | |
| u | 108 | 1.8% | |
| c | 99 | 1.6% | |
| m | 92 | 1.5% | |
| A | 88 | 1.4% | |
| C | 80 | 1.3% | |
| M | 75 | 1.2% | |
| b | 74 | 1.2% | |
| D | 71 | 1.2% | |
| g | 71 | 1.2% | |
| S | 64 | 1.1% | |
| R | 63 | 1.0% | |
| L | 61 | 1.0% | |
| B | 56 | 0.9% | |
| Other values (26) | 654 | 10.7% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| - | 1 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 6087 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 702 | 11.5% | |
| a | 631 | 10.4% | |
| i | 566 | 9.3% | |
| n | 488 | 8.0% | |
| r | 434 | 7.1% | |
| l | 414 | 6.8% | |
| o | 303 | 5.0% | |
| t | 223 | 3.7% | |
| d | 193 | 3.2% | |
| y | 168 | 2.8% | |
| s | 168 | 2.8% | |
| h | 140 | 2.3% | |
| u | 108 | 1.8% | |
| c | 99 | 1.6% | |
| m | 92 | 1.5% | |
| A | 88 | 1.4% | |
| C | 80 | 1.3% | |
| M | 75 | 1.2% | |
| b | 74 | 1.2% | |
| D | 71 | 1.2% | |
| g | 71 | 1.2% | |
| S | 64 | 1.1% | |
| R | 63 | 1.0% | |
| L | 61 | 1.0% | |
| B | 56 | 0.9% | |
| Other values (27) | 655 | 10.8% |
| Distinct count | 961 |
|---|---|
| Unique (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Van den Velde | 3 |
|---|---|
| Burgoine | 3 |
| Larose | 2 |
| Brettelle | 2 |
| Lavalde | 2 |
| Other values (956) |
| Value | Count | Frequency (%) | |
| Van den Velde | 3 | 0.3% | |
| Burgoine | 3 | 0.3% | |
| Larose | 2 | 0.2% | |
| Brettelle | 2 | 0.2% | |
| Lavalde | 2 | 0.2% | |
| Hatt | 2 | 0.2% | |
| Fanstone | 2 | 0.2% | |
| Aisthorpe | 2 | 0.2% | |
| Rouchy | 2 | 0.2% | |
| Giffin | 2 | 0.2% | |
| Minshall | 2 | 0.2% | |
| Perkins | 2 | 0.2% | |
| Dobbs | 2 | 0.2% | |
| Poolton | 2 | 0.2% | |
| Goodyear | 2 | 0.2% | |
| Eliet | 2 | 0.2% | |
| Headon | 2 | 0.2% | |
| Trethewey | 2 | 0.2% | |
| Costi | 2 | 0.2% | |
| Sturch | 2 | 0.2% | |
| Brookz | 2 | 0.2% | |
| Shoesmith | 2 | 0.2% | |
| Hallt | 2 | 0.2% | |
| Winward | 2 | 0.2% | |
| Yearsley | 2 | 0.2% | |
| Other values (936) | 948 | 94.8% |
Length
| Max length | 21 |
|---|---|
| Median length | 7 |
| Mean length | 7.022 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 729 | 10.4% | |
| a | 542 | 7.7% | |
| n | 515 | 7.3% | |
| r | 467 | 6.7% | |
| o | 460 | 6.6% | |
| l | 421 | 6.0% | |
| i | 419 | 6.0% | |
| t | 373 | 5.3% | |
| s | 325 | 4.6% | |
| d | 213 | 3.0% | |
| c | 183 | 2.6% | |
| h | 183 | 2.6% | |
| u | 164 | 2.3% | |
| y | 159 | 2.3% | |
| m | 148 | 2.1% | |
| B | 124 | 1.8% | |
| k | 112 | 1.6% | |
| g | 112 | 1.6% | |
| b | 100 | 1.4% | |
| w | 95 | 1.4% | |
| S | 94 | 1.3% | |
| C | 94 | 1.3% | |
| M | 80 | 1.1% | |
| p | 71 | 1.0% | |
| D | 69 | 1.0% | |
| Other values (29) | 770 | 11.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 5950 | 84.7% | |
| Uppercase Letter | 1044 | 14.9% | |
| Space Separator | 17 | 0.2% | |
| Other Punctuation | 10 | 0.1% | |
| Dash Punctuation | 1 | < 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| B | 124 | 11.9% | |
| S | 94 | 9.0% | |
| C | 94 | 9.0% | |
| M | 80 | 7.7% | |
| D | 69 | 6.6% | |
| P | 61 | 5.8% | |
| H | 58 | 5.6% | |
| A | 52 | 5.0% | |
| G | 51 | 4.9% | |
| R | 44 | 4.2% | |
| W | 40 | 3.8% | |
| L | 40 | 3.8% | |
| F | 39 | 3.7% | |
| T | 35 | 3.4% | |
| K | 33 | 3.2% | |
| E | 32 | 3.1% | |
| O | 26 | 2.5% | |
| V | 22 | 2.1% | |
| J | 15 | 1.4% | |
| N | 14 | 1.3% | |
| I | 9 | 0.9% | |
| Y | 6 | 0.6% | |
| U | 3 | 0.3% | |
| Q | 2 | 0.2% | |
| Z | 1 | 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 729 | 12.3% | |
| a | 542 | 9.1% | |
| n | 515 | 8.7% | |
| r | 467 | 7.8% | |
| o | 460 | 7.7% | |
| l | 421 | 7.1% | |
| i | 419 | 7.0% | |
| t | 373 | 6.3% | |
| s | 325 | 5.5% | |
| d | 213 | 3.6% | |
| c | 183 | 3.1% | |
| h | 183 | 3.1% | |
| u | 164 | 2.8% | |
| y | 159 | 2.7% | |
| m | 148 | 2.5% | |
| k | 112 | 1.9% | |
| g | 112 | 1.9% | |
| b | 100 | 1.7% | |
| w | 95 | 1.6% | |
| p | 71 | 1.2% | |
| v | 58 | 1.0% | |
| f | 49 | 0.8% | |
| z | 39 | 0.7% | |
| x | 10 | 0.2% | |
| j | 2 | < 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 17 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| ' | 10 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 1 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 6994 | 99.6% | |
| Common | 28 | 0.4% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 729 | 10.4% | |
| a | 542 | 7.7% | |
| n | 515 | 7.4% | |
| r | 467 | 6.7% | |
| o | 460 | 6.6% | |
| l | 421 | 6.0% | |
| i | 419 | 6.0% | |
| t | 373 | 5.3% | |
| s | 325 | 4.6% | |
| d | 213 | 3.0% | |
| c | 183 | 2.6% | |
| h | 183 | 2.6% | |
| u | 164 | 2.3% | |
| y | 159 | 2.3% | |
| m | 148 | 2.1% | |
| B | 124 | 1.8% | |
| k | 112 | 1.6% | |
| g | 112 | 1.6% | |
| b | 100 | 1.4% | |
| w | 95 | 1.4% | |
| S | 94 | 1.3% | |
| C | 94 | 1.3% | |
| M | 80 | 1.1% | |
| p | 71 | 1.0% | |
| D | 69 | 1.0% | |
| Other values (26) | 742 | 10.6% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 17 | 60.7% | ||
| ' | 10 | 35.7% | |
| - | 1 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 7022 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 729 | 10.4% | |
| a | 542 | 7.7% | |
| n | 515 | 7.3% | |
| r | 467 | 6.7% | |
| o | 460 | 6.6% | |
| l | 421 | 6.0% | |
| i | 419 | 6.0% | |
| t | 373 | 5.3% | |
| s | 325 | 4.6% | |
| d | 213 | 3.0% | |
| c | 183 | 2.6% | |
| h | 183 | 2.6% | |
| u | 164 | 2.3% | |
| y | 159 | 2.3% | |
| m | 148 | 2.1% | |
| B | 124 | 1.8% | |
| k | 112 | 1.6% | |
| g | 112 | 1.6% | |
| b | 100 | 1.4% | |
| w | 95 | 1.4% | |
| S | 94 | 1.3% | |
| C | 94 | 1.3% | |
| M | 80 | 1.1% | |
| p | 71 | 1.0% | |
| D | 69 | 1.0% | |
| Other values (29) | 770 | 11.0% |
gender
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Female | |
|---|---|
| Male | |
| U | 17 |
| Value | Count | Frequency (%) | |
| Female | 513 | 51.3% | |
| Male | 470 | 47.0% | |
| U | 17 | 1.7% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 4.975 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 1496 | 30.1% | |
| a | 983 | 19.8% | |
| l | 983 | 19.8% | |
| F | 513 | 10.3% | |
| m | 513 | 10.3% | |
| M | 470 | 9.4% | |
| U | 17 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 3975 | 79.9% | |
| Uppercase Letter | 1000 | 20.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| F | 513 | 51.3% | |
| M | 470 | 47.0% | |
| U | 17 | 1.7% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 1496 | 37.6% | |
| a | 983 | 24.7% | |
| l | 983 | 24.7% | |
| m | 513 | 12.9% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 4975 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 1496 | 30.1% | |
| a | 983 | 19.8% | |
| l | 983 | 19.8% | |
| F | 513 | 10.3% | |
| m | 513 | 10.3% | |
| M | 470 | 9.4% | |
| U | 17 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 4975 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 1496 | 30.1% | |
| a | 983 | 19.8% | |
| l | 983 | 19.8% | |
| F | 513 | 10.3% | |
| m | 513 | 10.3% | |
| M | 470 | 9.4% | |
| U | 17 | 0.3% |
past_3_years_bike_related_purchases
Real number (ℝ≥0)
| Distinct count | 100 |
|---|---|
| Unique (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.836 |
|---|---|
| Minimum | 0 |
| Maximum | 99 |
| Zeros | 9 |
| Zeros (%) | 0.9% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 26.75 |
| median | 51 |
| Q3 | 72 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 45.25 |
Descriptive statistics
| Standard deviation | 27.79668613 |
|---|---|
| Coefficient of variation (CV) | 0.5577631858 |
| Kurtosis | -1.088048884 |
| Mean | 49.836 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | -0.06562186172 |
| Sum | 49836 |
| Variance | 772.6557598 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 60 | 20 | 2.0% | |
| 59 | 18 | 1.8% | |
| 70 | 17 | 1.7% | |
| 42 | 17 | 1.7% | |
| 37 | 16 | 1.6% | |
| 11 | 16 | 1.6% | |
| 47 | 15 | 1.5% | |
| 84 | 14 | 1.4% | |
| 62 | 14 | 1.4% | |
| 57 | 14 | 1.4% | |
| 67 | 14 | 1.4% | |
| 79 | 14 | 1.4% | |
| 30 | 13 | 1.3% | |
| 15 | 13 | 1.3% | |
| 71 | 13 | 1.3% | |
| 64 | 13 | 1.3% | |
| 7 | 13 | 1.3% | |
| 44 | 13 | 1.3% | |
| 5 | 13 | 1.3% | |
| 46 | 12 | 1.2% | |
| 83 | 12 | 1.2% | |
| 82 | 12 | 1.2% | |
| 25 | 12 | 1.2% | |
| 50 | 12 | 1.2% | |
| 94 | 12 | 1.2% | |
| Other values (75) | 648 | 64.8% |
| Value | Count | Frequency (%) | |
| 0 | 9 | 0.9% | |
| 1 | 8 | 0.8% | |
| 2 | 9 | 0.9% | |
| 3 | 9 | 0.9% | |
| 4 | 10 | 1.0% | |
| 5 | 13 | 1.3% | |
| 6 | 10 | 1.0% | |
| 7 | 13 | 1.3% | |
| 8 | 7 | 0.7% | |
| 9 | 5 | 0.5% |
| Value | Count | Frequency (%) | |
| 99 | 9 | 0.9% | |
| 98 | 6 | 0.6% | |
| 97 | 11 | 1.1% | |
| 96 | 9 | 0.9% | |
| 95 | 8 | 0.8% | |
| 94 | 12 | 1.2% | |
| 93 | 9 | 0.9% | |
| 92 | 5 | 0.5% | |
| 91 | 8 | 0.8% | |
| 90 | 6 | 0.6% |
| Distinct count | 958 |
|---|---|
| Unique (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26060.673 |
|---|---|
| Minimum | 14039 |
| Maximum | 37314 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 14039 |
|---|---|
| 5-th percentile | 15560.3 |
| Q1 | 21106 |
| median | 26397 |
| Q3 | 30526.25 |
| 95-th percentile | 35952.7 |
| Maximum | 37314 |
| Range | 23275 |
| Interquartile range (IQR) | 9420.25 |
Descriptive statistics
| Standard deviation | 6241.119342 |
|---|---|
| Coefficient of variation (CV) | 0.2394841968 |
| Kurtosis | -0.9544311444 |
| Mean | 26060.673 |
| Median Absolute Deviation (MAD) | 5007.5 |
| Skewness | -0.01649317203 |
| Sum | 26060673 |
| Variance | 38951570.64 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 23248 | 3 | 0.3% | |
| 27610 | 2 | 0.2% | |
| 34645 | 2 | 0.2% | |
| 28789 | 2 | 0.2% | |
| 34924 | 2 | 0.2% | |
| 31792 | 2 | 0.2% | |
| 33843 | 2 | 0.2% | |
| 23926 | 2 | 0.2% | |
| 29064 | 2 | 0.2% | |
| 33890 | 2 | 0.2% | |
| 19272 | 2 | 0.2% | |
| 15178 | 2 | 0.2% | |
| 28437 | 2 | 0.2% | |
| 36702 | 2 | 0.2% | |
| 28838 | 2 | 0.2% | |
| 28505 | 2 | 0.2% | |
| 25944 | 2 | 0.2% | |
| 24109 | 2 | 0.2% | |
| 26797 | 2 | 0.2% | |
| 34439 | 2 | 0.2% | |
| 34122 | 2 | 0.2% | |
| 35726 | 2 | 0.2% | |
| 18888 | 2 | 0.2% | |
| 16599 | 2 | 0.2% | |
| 18748 | 2 | 0.2% | |
| Other values (933) | 949 | 94.9% |
| Value | Count | Frequency (%) | |
| 14039 | 1 | 0.1% | |
| 14040 | 1 | 0.1% | |
| 14097 | 1 | 0.1% | |
| 14122 | 1 | 0.1% | |
| 14123 | 1 | 0.1% | |
| 14125 | 1 | 0.1% | |
| 14133 | 1 | 0.1% | |
| 14169 | 1 | 0.1% | |
| 14193 | 1 | 0.1% | |
| 14213 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 37314 | 1 | 0.1% | |
| 37273 | 1 | 0.1% | |
| 37260 | 1 | 0.1% | |
| 37254 | 1 | 0.1% | |
| 37181 | 1 | 0.1% | |
| 37161 | 1 | 0.1% | |
| 37107 | 1 | 0.1% | |
| 37063 | 1 | 0.1% | |
| 36998 | 1 | 0.1% | |
| 36997 | 1 | 0.1% |
| Distinct count | 958 |
|---|---|
| Unique (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.151173921867084 |
|---|---|
| Minimum | 18.3201410451548 |
| Maximum | 82.087264332826 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 18.32014105 |
|---|---|
| 5-th percentile | 22.04973009 |
| Q1 | 36.91671639 |
| median | 48.22973009 |
| Q3 | 62.7256205 |
| 95-th percentile | 77.91931913 |
| Maximum | 82.08726433 |
| Range | 63.76712329 |
| Interquartile range (IQR) | 25.80890411 |
Descriptive statistics
| Standard deviation | 17.0989571 |
|---|---|
| Coefficient of variation (CV) | 0.3478850195 |
| Kurtosis | -0.9544311444 |
| Mean | 49.15117392 |
| Median Absolute Deviation (MAD) | 13.71917808 |
| Skewness | 0.01649317203 |
| Sum | 49151.17392 |
| Variance | 292.3743339 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 56.85712735 | 3 | 0.3% | |
| 25.63246981 | 2 | 0.2% | |
| 54.9995931 | 2 | 0.2% | |
| 49.47082598 | 2 | 0.2% | |
| 69.1886342 | 2 | 0.2% | |
| 68.60507255 | 2 | 0.2% | |
| 53.92836022 | 2 | 0.2% | |
| 24.86808625 | 2 | 0.2% | |
| 45.51466159 | 2 | 0.2% | |
| 22.67082598 | 2 | 0.2% | |
| 64.610552 | 2 | 0.2% | |
| 49.18315474 | 2 | 0.2% | |
| 69.18589447 | 2 | 0.2% | |
| 75.0735657 | 2 | 0.2% | |
| 27.06534652 | 2 | 0.2% | |
| 55.35027803 | 2 | 0.2% | |
| 40.92288077 | 2 | 0.2% | |
| 29.91466159 | 2 | 0.2% | |
| 41.54205885 | 2 | 0.2% | |
| 27.70096296 | 2 | 0.2% | |
| 42.45438762 | 2 | 0.2% | |
| 44.90644242 | 2 | 0.2% | |
| 27.82973009 | 2 | 0.2% | |
| 67.75027803 | 2 | 0.2% | |
| 68.80233283 | 2 | 0.2% | |
| Other values (933) | 949 | 94.9% |
| Value | Count | Frequency (%) | |
| 18.32014105 | 1 | 0.1% | |
| 18.43246981 | 1 | 0.1% | |
| 18.46808625 | 1 | 0.1% | |
| 18.48452461 | 1 | 0.1% | |
| 18.68452461 | 1 | 0.1% | |
| 18.73931913 | 1 | 0.1% | |
| 18.88726433 | 1 | 0.1% | |
| 19.00781228 | 1 | 0.1% | |
| 19.18589447 | 1 | 0.1% | |
| 19.1886342 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 82.08726433 | 1 | 0.1% | |
| 82.08452461 | 1 | 0.1% | |
| 81.92836022 | 1 | 0.1% | |
| 81.85986707 | 1 | 0.1% | |
| 81.85712735 | 1 | 0.1% | |
| 81.85164789 | 1 | 0.1% | |
| 81.82973009 | 1 | 0.1% | |
| 81.73109995 | 1 | 0.1% | |
| 81.66534652 | 1 | 0.1% | |
| 81.610552 | 1 | 0.1% |
job_industry_category
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Manufacturing | |
|---|---|
| Financial Services | |
| Health | |
| Retail | |
| Property | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Manufacturing | 246 | 24.6% | |
| Financial Services | 239 | 23.9% | |
| Health | 171 | 17.1% | |
| Retail | 101 | 10.1% | |
| Property | 78 | 7.8% | |
| IT | 60 | 6.0% | |
| Entertainment | 39 | 3.9% | |
| Telecommunications | 34 | 3.4% | |
| Argiculture | 32 | 3.2% |
Length
| Max length | 18 |
|---|---|
| Median length | 13 |
| Mean length | 11.347 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 1315 | 11.6% | |
| i | 1203 | 10.6% | |
| n | 1155 | 10.2% | |
| e | 1006 | 8.9% | |
| c | 824 | 7.3% | |
| t | 779 | 6.9% | |
| r | 744 | 6.6% | |
| u | 590 | 5.2% | |
| l | 577 | 5.1% | |
| g | 278 | 2.4% | |
| s | 273 | 2.4% | |
| M | 246 | 2.2% | |
| f | 246 | 2.2% | |
| F | 239 | 2.1% | |
| 239 | 2.1% | ||
| S | 239 | 2.1% | |
| v | 239 | 2.1% | |
| H | 171 | 1.5% | |
| h | 171 | 1.5% | |
| o | 146 | 1.3% | |
| m | 107 | 0.9% | |
| R | 101 | 0.9% | |
| T | 94 | 0.8% | |
| P | 78 | 0.7% | |
| p | 78 | 0.7% | |
| Other values (4) | 209 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 9809 | 86.4% | |
| Uppercase Letter | 1299 | 11.4% | |
| Space Separator | 239 | 2.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 246 | 18.9% | |
| F | 239 | 18.4% | |
| S | 239 | 18.4% | |
| H | 171 | 13.2% | |
| R | 101 | 7.8% | |
| T | 94 | 7.2% | |
| P | 78 | 6.0% | |
| I | 60 | 4.6% | |
| E | 39 | 3.0% | |
| A | 32 | 2.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 1315 | 13.4% | |
| i | 1203 | 12.3% | |
| n | 1155 | 11.8% | |
| e | 1006 | 10.3% | |
| c | 824 | 8.4% | |
| t | 779 | 7.9% | |
| r | 744 | 7.6% | |
| u | 590 | 6.0% | |
| l | 577 | 5.9% | |
| g | 278 | 2.8% | |
| s | 273 | 2.8% | |
| f | 246 | 2.5% | |
| v | 239 | 2.4% | |
| h | 171 | 1.7% | |
| o | 146 | 1.5% | |
| m | 107 | 1.1% | |
| p | 78 | 0.8% | |
| y | 78 | 0.8% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 239 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 11108 | 97.9% | |
| Common | 239 | 2.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 1315 | 11.8% | |
| i | 1203 | 10.8% | |
| n | 1155 | 10.4% | |
| e | 1006 | 9.1% | |
| c | 824 | 7.4% | |
| t | 779 | 7.0% | |
| r | 744 | 6.7% | |
| u | 590 | 5.3% | |
| l | 577 | 5.2% | |
| g | 278 | 2.5% | |
| s | 273 | 2.5% | |
| M | 246 | 2.2% | |
| f | 246 | 2.2% | |
| F | 239 | 2.2% | |
| S | 239 | 2.2% | |
| v | 239 | 2.2% | |
| H | 171 | 1.5% | |
| h | 171 | 1.5% | |
| o | 146 | 1.3% | |
| m | 107 | 1.0% | |
| R | 101 | 0.9% | |
| T | 94 | 0.8% | |
| P | 78 | 0.7% | |
| p | 78 | 0.7% | |
| y | 78 | 0.7% | |
| Other values (3) | 131 | 1.2% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 239 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 11347 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 1315 | 11.6% | |
| i | 1203 | 10.6% | |
| n | 1155 | 10.2% | |
| e | 1006 | 8.9% | |
| c | 824 | 7.3% | |
| t | 779 | 6.9% | |
| r | 744 | 6.6% | |
| u | 590 | 5.2% | |
| l | 577 | 5.1% | |
| g | 278 | 2.4% | |
| s | 273 | 2.4% | |
| M | 246 | 2.2% | |
| f | 246 | 2.2% | |
| F | 239 | 2.1% | |
| 239 | 2.1% | ||
| S | 239 | 2.1% | |
| v | 239 | 2.1% | |
| H | 171 | 1.5% | |
| h | 171 | 1.5% | |
| o | 146 | 1.3% | |
| m | 107 | 0.9% | |
| R | 101 | 0.9% | |
| T | 94 | 0.8% | |
| P | 78 | 0.7% | |
| p | 78 | 0.7% | |
| Other values (4) | 209 | 1.8% |
wealth_segment
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Mass Customer | |
|---|---|
| High Net Worth | |
| Affluent Customer |
| Value | Count | Frequency (%) | |
| Mass Customer | 508 | 50.8% | |
| High Net Worth | 251 | 25.1% | |
| Affluent Customer | 241 | 24.1% |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 14.215 |
| Min length | 13 |
Most occurring characters
| Value | Count | Frequency (%) | |
| s | 1765 | 12.4% | |
| t | 1492 | 10.5% | |
| 1251 | 8.8% | ||
| e | 1241 | 8.7% | |
| o | 1000 | 7.0% | |
| r | 1000 | 7.0% | |
| u | 990 | 7.0% | |
| C | 749 | 5.3% | |
| m | 749 | 5.3% | |
| M | 508 | 3.6% | |
| a | 508 | 3.6% | |
| h | 502 | 3.5% | |
| f | 482 | 3.4% | |
| H | 251 | 1.8% | |
| i | 251 | 1.8% | |
| g | 251 | 1.8% | |
| N | 251 | 1.8% | |
| W | 251 | 1.8% | |
| A | 241 | 1.7% | |
| l | 241 | 1.7% | |
| n | 241 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 10713 | 75.4% | |
| Uppercase Letter | 2251 | 15.8% | |
| Space Separator | 1251 | 8.8% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 749 | 33.3% | |
| M | 508 | 22.6% | |
| H | 251 | 11.2% | |
| N | 251 | 11.2% | |
| W | 251 | 11.2% | |
| A | 241 | 10.7% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| s | 1765 | 16.5% | |
| t | 1492 | 13.9% | |
| e | 1241 | 11.6% | |
| o | 1000 | 9.3% | |
| r | 1000 | 9.3% | |
| u | 990 | 9.2% | |
| m | 749 | 7.0% | |
| a | 508 | 4.7% | |
| h | 502 | 4.7% | |
| f | 482 | 4.5% | |
| i | 251 | 2.3% | |
| g | 251 | 2.3% | |
| l | 241 | 2.2% | |
| n | 241 | 2.2% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 1251 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 12964 | 91.2% | |
| Common | 1251 | 8.8% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| s | 1765 | 13.6% | |
| t | 1492 | 11.5% | |
| e | 1241 | 9.6% | |
| o | 1000 | 7.7% | |
| r | 1000 | 7.7% | |
| u | 990 | 7.6% | |
| C | 749 | 5.8% | |
| m | 749 | 5.8% | |
| M | 508 | 3.9% | |
| a | 508 | 3.9% | |
| h | 502 | 3.9% | |
| f | 482 | 3.7% | |
| H | 251 | 1.9% | |
| i | 251 | 1.9% | |
| g | 251 | 1.9% | |
| N | 251 | 1.9% | |
| W | 251 | 1.9% | |
| A | 241 | 1.9% | |
| l | 241 | 1.9% | |
| n | 241 | 1.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1251 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 14215 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| s | 1765 | 12.4% | |
| t | 1492 | 10.5% | |
| 1251 | 8.8% | ||
| e | 1241 | 8.7% | |
| o | 1000 | 7.0% | |
| r | 1000 | 7.0% | |
| u | 990 | 7.0% | |
| C | 749 | 5.3% | |
| m | 749 | 5.3% | |
| M | 508 | 3.6% | |
| a | 508 | 3.6% | |
| h | 502 | 3.5% | |
| f | 482 | 3.4% | |
| H | 251 | 1.8% | |
| i | 251 | 1.8% | |
| g | 251 | 1.8% | |
| N | 251 | 1.8% | |
| W | 251 | 1.8% | |
| A | 241 | 1.7% | |
| l | 241 | 1.7% | |
| n | 241 | 1.7% |
| Distinct count | 1 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| N |
|---|
| Value | Count | Frequency (%) | |
| N | 1000 | 100.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 1000 | 100.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 1000 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 1000 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 1000 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 1000 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 1000 | 100.0% |
owns_car
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 507 | 50.7% | |
| Yes | 493 | 49.3% |
tenure
Real number (ℝ≥0)
| Distinct count | 23 |
|---|---|
| Unique (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.388 |
|---|---|
| Minimum | 0 |
| Maximum | 22 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 11 |
| Q3 | 15 |
| 95-th percentile | 20 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.037144908 |
|---|---|
| Coefficient of variation (CV) | 0.442320417 |
| Kurtosis | -0.8128152156 |
| Mean | 11.388 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.07089079797 |
| Sum | 11388 |
| Variance | 25.37282883 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 9 | 79 | 7.9% | |
| 13 | 74 | 7.4% | |
| 11 | 68 | 6.8% | |
| 10 | 63 | 6.3% | |
| 12 | 61 | 6.1% | |
| 7 | 60 | 6.0% | |
| 5 | 60 | 6.0% | |
| 17 | 59 | 5.9% | |
| 15 | 58 | 5.8% | |
| 8 | 55 | 5.5% | |
| 14 | 54 | 5.4% | |
| 16 | 49 | 4.9% | |
| 6 | 45 | 4.5% | |
| 18 | 36 | 3.6% | |
| 4 | 36 | 3.6% | |
| 19 | 34 | 3.4% | |
| 3 | 26 | 2.6% | |
| 21 | 24 | 2.4% | |
| 20 | 22 | 2.2% | |
| 2 | 15 | 1.5% | |
| 22 | 12 | 1.2% | |
| 1 | 8 | 0.8% | |
| 0 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 0.2% | |
| 1 | 8 | 0.8% | |
| 2 | 15 | 1.5% | |
| 3 | 26 | 2.6% | |
| 4 | 36 | 3.6% | |
| 5 | 60 | 6.0% | |
| 6 | 45 | 4.5% | |
| 7 | 60 | 6.0% | |
| 8 | 55 | 5.5% | |
| 9 | 79 | 7.9% |
| Value | Count | Frequency (%) | |
| 22 | 12 | 1.2% | |
| 21 | 24 | 2.4% | |
| 20 | 22 | 2.2% | |
| 19 | 34 | 3.4% | |
| 18 | 36 | 3.6% | |
| 17 | 59 | 5.9% | |
| 16 | 49 | 4.9% | |
| 15 | 58 | 5.8% | |
| 14 | 54 | 5.4% | |
| 13 | 74 | 7.4% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 415 Rockefeller Trail | 1 |
|---|---|
| 79 Manufacturers Plaza | 1 |
| 33652 Lyons Alley | 1 |
| 6 Meadow Ridge Pass | 1 |
| 4 Randy Street | 1 |
| Other values (995) |
| Value | Count | Frequency (%) | |
| 415 Rockefeller Trail | 1 | 0.1% | |
| 79 Manufacturers Plaza | 1 | 0.1% | |
| 33652 Lyons Alley | 1 | 0.1% | |
| 6 Meadow Ridge Pass | 1 | 0.1% | |
| 4 Randy Street | 1 | 0.1% | |
| 344 Darwin Junction | 1 | 0.1% | |
| 4 Arapahoe Terrace | 1 | 0.1% | |
| 8491 Pennsylvania Crossing | 1 | 0.1% | |
| 2978 Mccormick Center | 1 | 0.1% | |
| 7 Michigan Hill | 1 | 0.1% | |
| 989 Graedel Terrace | 1 | 0.1% | |
| 5 Southridge Hill | 1 | 0.1% | |
| 58231 Tomscot Plaza | 1 | 0.1% | |
| 7 Hazelcrest Place | 1 | 0.1% | |
| 656 Fuller Street | 1 | 0.1% | |
| 8427 Moulton Place | 1 | 0.1% | |
| 7 Elgar Road | 1 | 0.1% | |
| 4 Bluestem Pass | 1 | 0.1% | |
| 34 Jay Hill | 1 | 0.1% | |
| 0627 Golf Center | 1 | 0.1% | |
| 544 Pawling Road | 1 | 0.1% | |
| 0 Larry Park | 1 | 0.1% | |
| 7 Johnson Hill | 1 | 0.1% | |
| 902 Westend Lane | 1 | 0.1% | |
| 8 Fieldstone Street | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
Length
| Max length | 26 |
|---|---|
| Median length | 18 |
| Mean length | 17.582 |
| Min length | 9 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2108 | 12.0% | ||
| e | 1394 | 7.9% | |
| a | 1152 | 6.6% | |
| r | 1072 | 6.1% | |
| n | 884 | 5.0% | |
| o | 787 | 4.5% | |
| i | 748 | 4.3% | |
| l | 732 | 4.2% | |
| t | 645 | 3.7% | |
| s | 469 | 2.7% | |
| P | 337 | 1.9% | |
| 6 | 330 | 1.9% | |
| d | 318 | 1.8% | |
| 7 | 317 | 1.8% | |
| 0 | 315 | 1.8% | |
| 2 | 305 | 1.7% | |
| u | 303 | 1.7% | |
| 3 | 300 | 1.7% | |
| 1 | 294 | 1.7% | |
| 5 | 293 | 1.7% | |
| c | 287 | 1.6% | |
| 9 | 279 | 1.6% | |
| y | 277 | 1.6% | |
| 8 | 273 | 1.6% | |
| C | 272 | 1.5% | |
| Other values (35) | 3091 | 17.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 10401 | 59.2% | |
| Decimal Number | 2975 | 16.9% | |
| Space Separator | 2108 | 12.0% | |
| Uppercase Letter | 2098 | 11.9% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 6 | 330 | 11.1% | |
| 7 | 317 | 10.7% | |
| 0 | 315 | 10.6% | |
| 2 | 305 | 10.3% | |
| 3 | 300 | 10.1% | |
| 1 | 294 | 9.9% | |
| 5 | 293 | 9.8% | |
| 9 | 279 | 9.4% | |
| 8 | 273 | 9.2% | |
| 4 | 269 | 9.0% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 2108 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| P | 337 | 16.1% | |
| C | 272 | 13.0% | |
| S | 167 | 8.0% | |
| M | 142 | 6.8% | |
| A | 142 | 6.8% | |
| T | 114 | 5.4% | |
| R | 113 | 5.4% | |
| D | 112 | 5.3% | |
| L | 108 | 5.1% | |
| H | 99 | 4.7% | |
| W | 94 | 4.5% | |
| B | 86 | 4.1% | |
| J | 55 | 2.6% | |
| G | 50 | 2.4% | |
| F | 39 | 1.9% | |
| N | 35 | 1.7% | |
| E | 35 | 1.7% | |
| V | 32 | 1.5% | |
| K | 28 | 1.3% | |
| O | 23 | 1.1% | |
| U | 6 | 0.3% | |
| I | 5 | 0.2% | |
| Q | 4 | 0.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 1394 | 13.4% | |
| a | 1152 | 11.1% | |
| r | 1072 | 10.3% | |
| n | 884 | 8.5% | |
| o | 787 | 7.6% | |
| i | 748 | 7.2% | |
| l | 732 | 7.0% | |
| t | 645 | 6.2% | |
| s | 469 | 4.5% | |
| d | 318 | 3.1% | |
| u | 303 | 2.9% | |
| c | 287 | 2.8% | |
| y | 277 | 2.7% | |
| g | 232 | 2.2% | |
| k | 212 | 2.0% | |
| h | 175 | 1.7% | |
| v | 159 | 1.5% | |
| w | 152 | 1.5% | |
| m | 119 | 1.1% | |
| f | 75 | 0.7% | |
| p | 70 | 0.7% | |
| z | 65 | 0.6% | |
| b | 49 | 0.5% | |
| x | 19 | 0.2% | |
| j | 5 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 12499 | 71.1% | |
| Common | 5083 | 28.9% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2108 | 41.5% | ||
| 6 | 330 | 6.5% | |
| 7 | 317 | 6.2% | |
| 0 | 315 | 6.2% | |
| 2 | 305 | 6.0% | |
| 3 | 300 | 5.9% | |
| 1 | 294 | 5.8% | |
| 5 | 293 | 5.8% | |
| 9 | 279 | 5.5% | |
| 8 | 273 | 5.4% | |
| 4 | 269 | 5.3% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 1394 | 11.2% | |
| a | 1152 | 9.2% | |
| r | 1072 | 8.6% | |
| n | 884 | 7.1% | |
| o | 787 | 6.3% | |
| i | 748 | 6.0% | |
| l | 732 | 5.9% | |
| t | 645 | 5.2% | |
| s | 469 | 3.8% | |
| P | 337 | 2.7% | |
| d | 318 | 2.5% | |
| u | 303 | 2.4% | |
| c | 287 | 2.3% | |
| y | 277 | 2.2% | |
| C | 272 | 2.2% | |
| g | 232 | 1.9% | |
| k | 212 | 1.7% | |
| h | 175 | 1.4% | |
| S | 167 | 1.3% | |
| v | 159 | 1.3% | |
| w | 152 | 1.2% | |
| M | 142 | 1.1% | |
| A | 142 | 1.1% | |
| m | 119 | 1.0% | |
| T | 114 | 0.9% | |
| Other values (24) | 1208 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 17582 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2108 | 12.0% | ||
| e | 1394 | 7.9% | |
| a | 1152 | 6.6% | |
| r | 1072 | 6.1% | |
| n | 884 | 5.0% | |
| o | 787 | 4.5% | |
| i | 748 | 4.3% | |
| l | 732 | 4.2% | |
| t | 645 | 3.7% | |
| s | 469 | 2.7% | |
| P | 337 | 1.9% | |
| 6 | 330 | 1.9% | |
| d | 318 | 1.8% | |
| 7 | 317 | 1.8% | |
| 0 | 315 | 1.8% | |
| 2 | 305 | 1.7% | |
| u | 303 | 1.7% | |
| 3 | 300 | 1.7% | |
| 1 | 294 | 1.7% | |
| 5 | 293 | 1.7% | |
| c | 287 | 1.6% | |
| 9 | 279 | 1.6% | |
| y | 277 | 1.6% | |
| 8 | 273 | 1.6% | |
| C | 272 | 1.5% | |
| Other values (35) | 3091 | 17.6% |
postcode
Real number (ℝ≥0)
| Distinct count | 522 |
|---|---|
| Unique (%) | 52.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3019.227 |
|---|---|
| Minimum | 2000 |
| Maximum | 4879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2046 |
| Q1 | 2209 |
| median | 2800 |
| Q3 | 3845.5 |
| 95-th percentile | 4508.05 |
| Maximum | 4879 |
| Range | 2879 |
| Interquartile range (IQR) | 1636.5 |
Descriptive statistics
| Standard deviation | 848.8957672 |
|---|---|
| Coefficient of variation (CV) | 0.2811632803 |
| Kurtosis | -1.142498217 |
| Mean | 3019.227 |
| Median Absolute Deviation (MAD) | 635.5 |
| Skewness | 0.4921079268 |
| Sum | 3019227 |
| Variance | 720624.0235 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2232 | 9 | 0.9% | |
| 2145 | 9 | 0.9% | |
| 2168 | 7 | 0.7% | |
| 2750 | 7 | 0.7% | |
| 3029 | 7 | 0.7% | |
| 4207 | 7 | 0.7% | |
| 2148 | 7 | 0.7% | |
| 3977 | 7 | 0.7% | |
| 2066 | 6 | 0.6% | |
| 4350 | 6 | 0.6% | |
| 3030 | 6 | 0.6% | |
| 2121 | 6 | 0.6% | |
| 3163 | 6 | 0.6% | |
| 2026 | 6 | 0.6% | |
| 2770 | 6 | 0.6% | |
| 2170 | 6 | 0.6% | |
| 2560 | 6 | 0.6% | |
| 2250 | 5 | 0.5% | |
| 4500 | 5 | 0.5% | |
| 2323 | 5 | 0.5% | |
| 2114 | 5 | 0.5% | |
| 2230 | 5 | 0.5% | |
| 3810 | 5 | 0.5% | |
| 4165 | 5 | 0.5% | |
| 4556 | 5 | 0.5% | |
| Other values (497) | 846 | 84.6% |
| Value | Count | Frequency (%) | |
| 2000 | 1 | 0.1% | |
| 2007 | 3 | 0.3% | |
| 2009 | 2 | 0.2% | |
| 2010 | 4 | 0.4% | |
| 2011 | 4 | 0.4% | |
| 2015 | 1 | 0.1% | |
| 2016 | 2 | 0.2% | |
| 2017 | 1 | 0.1% | |
| 2019 | 3 | 0.3% | |
| 2022 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4879 | 1 | 0.1% | |
| 4852 | 1 | 0.1% | |
| 4818 | 2 | 0.2% | |
| 4817 | 2 | 0.2% | |
| 4814 | 3 | 0.3% | |
| 4744 | 1 | 0.1% | |
| 4740 | 2 | 0.2% | |
| 4720 | 1 | 0.1% | |
| 4717 | 1 | 0.1% | |
| 4710 | 1 | 0.1% |
state
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| NSW | |
|---|---|
| VIC | |
| QLD |
| Value | Count | Frequency (%) | |
| NSW | 506 | 50.6% | |
| VIC | 266 | 26.6% | |
| QLD | 228 | 22.8% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| N | 506 | 16.9% | |
| S | 506 | 16.9% | |
| W | 506 | 16.9% | |
| V | 266 | 8.9% | |
| I | 266 | 8.9% | |
| C | 266 | 8.9% | |
| Q | 228 | 7.6% | |
| L | 228 | 7.6% | |
| D | 228 | 7.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 3000 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| N | 506 | 16.9% | |
| S | 506 | 16.9% | |
| W | 506 | 16.9% | |
| V | 266 | 8.9% | |
| I | 266 | 8.9% | |
| C | 266 | 8.9% | |
| Q | 228 | 7.6% | |
| L | 228 | 7.6% | |
| D | 228 | 7.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 3000 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| N | 506 | 16.9% | |
| S | 506 | 16.9% | |
| W | 506 | 16.9% | |
| V | 266 | 8.9% | |
| I | 266 | 8.9% | |
| C | 266 | 8.9% | |
| Q | 228 | 7.6% | |
| L | 228 | 7.6% | |
| D | 228 | 7.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 3000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| N | 506 | 16.9% | |
| S | 506 | 16.9% | |
| W | 506 | 16.9% | |
| V | 266 | 8.9% | |
| I | 266 | 8.9% | |
| C | 266 | 8.9% | |
| Q | 228 | 7.6% | |
| L | 228 | 7.6% | |
| D | 228 | 7.6% |
| Distinct count | 1 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Australia |
|---|
| Value | Count | Frequency (%) | |
| Australia | 1000 | 100.0% |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 2000 | 22.2% | |
| A | 1000 | 11.1% | |
| u | 1000 | 11.1% | |
| s | 1000 | 11.1% | |
| t | 1000 | 11.1% | |
| r | 1000 | 11.1% | |
| l | 1000 | 11.1% | |
| i | 1000 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 8000 | 88.9% | |
| Uppercase Letter | 1000 | 11.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| A | 1000 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 2000 | 25.0% | |
| u | 1000 | 12.5% | |
| s | 1000 | 12.5% | |
| t | 1000 | 12.5% | |
| r | 1000 | 12.5% | |
| l | 1000 | 12.5% | |
| i | 1000 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 9000 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 2000 | 22.2% | |
| A | 1000 | 11.1% | |
| u | 1000 | 11.1% | |
| s | 1000 | 11.1% | |
| t | 1000 | 11.1% | |
| r | 1000 | 11.1% | |
| l | 1000 | 11.1% | |
| i | 1000 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 9000 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 2000 | 22.2% | |
| A | 1000 | 11.1% | |
| u | 1000 | 11.1% | |
| s | 1000 | 11.1% | |
| t | 1000 | 11.1% | |
| r | 1000 | 11.1% | |
| l | 1000 | 11.1% | |
| i | 1000 | 11.1% |
property_valuation
Real number (ℝ≥0)
| Distinct count | 12 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.397 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.758804452 |
|---|---|
| Coefficient of variation (CV) | 0.3729626134 |
| Kurtosis | -0.3712799928 |
| Mean | 7.397 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.5576112079 |
| Sum | 7397 |
| Variance | 7.611002002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 9 | 173 | 17.3% | |
| 8 | 162 | 16.2% | |
| 7 | 138 | 13.8% | |
| 10 | 116 | 11.6% | |
| 6 | 70 | 7.0% | |
| 11 | 62 | 6.2% | |
| 5 | 57 | 5.7% | |
| 4 | 53 | 5.3% | |
| 3 | 51 | 5.1% | |
| 12 | 46 | 4.6% | |
| 2 | 42 | 4.2% | |
| 1 | 30 | 3.0% |
| Value | Count | Frequency (%) | |
| 1 | 30 | 3.0% | |
| 2 | 42 | 4.2% | |
| 3 | 51 | 5.1% | |
| 4 | 53 | 5.3% | |
| 5 | 57 | 5.7% | |
| 6 | 70 | 7.0% | |
| 7 | 138 | 13.8% | |
| 8 | 162 | 16.2% | |
| 9 | 173 | 17.3% | |
| 10 | 116 | 11.6% |
| Value | Count | Frequency (%) | |
| 12 | 46 | 4.6% | |
| 11 | 62 | 6.2% | |
| 10 | 116 | 11.6% | |
| 9 | 173 | 17.3% | |
| 8 | 162 | 16.2% | |
| 7 | 138 | 13.8% | |
| 6 | 70 | 7.0% | |
| 5 | 57 | 5.7% | |
| 4 | 53 | 5.3% | |
| 3 | 51 | 5.1% |
| Distinct count | 324 |
|---|---|
| Unique (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 498.819 |
|---|---|
| Minimum | 1 |
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 250 |
| median | 500 |
| Q3 | 750.25 |
| 95-th percentile | 948.15 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 500.25 |
Descriptive statistics
| Standard deviation | 288.8109971 |
|---|---|
| Coefficient of variation (CV) | 0.5789895675 |
| Kurtosis | -1.200749808 |
| Mean | 498.819 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 0.001245859611 |
| Sum | 498819 |
| Variance | 83411.79203 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 760 | 13 | 1.3% | |
| 259 | 12 | 1.2% | |
| 455 | 9 | 0.9% | |
| 904 | 9 | 0.9% | |
| 386 | 9 | 0.9% | |
| 133 | 9 | 0.9% | |
| 700 | 8 | 0.8% | |
| 820 | 8 | 0.8% | |
| 312 | 8 | 0.8% | |
| 536 | 8 | 0.8% | |
| 708 | 7 | 0.7% | |
| 913 | 7 | 0.7% | |
| 104 | 7 | 0.7% | |
| 810 | 7 | 0.7% | |
| 89 | 7 | 0.7% | |
| 252 | 7 | 0.7% | |
| 166 | 7 | 0.7% | |
| 181 | 7 | 0.7% | |
| 691 | 7 | 0.7% | |
| 575 | 7 | 0.7% | |
| 420 | 7 | 0.7% | |
| 832 | 6 | 0.6% | |
| 444 | 6 | 0.6% | |
| 195 | 6 | 0.6% | |
| 871 | 6 | 0.6% | |
| Other values (299) | 806 | 80.6% |
| Value | Count | Frequency (%) | |
| 1 | 3 | 0.3% | |
| 4 | 2 | 0.2% | |
| 6 | 2 | 0.2% | |
| 8 | 2 | 0.2% | |
| 10 | 2 | 0.2% | |
| 12 | 1 | 0.1% | |
| 13 | 1 | 0.1% | |
| 14 | 2 | 0.2% | |
| 16 | 1 | 0.1% | |
| 17 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 1000 | 1 | 0.1% | |
| 997 | 3 | 0.3% | |
| 996 | 1 | 0.1% | |
| 994 | 2 | 0.2% | |
| 993 | 1 | 0.1% | |
| 988 | 5 | 0.5% | |
| 987 | 1 | 0.1% | |
| 985 | 2 | 0.2% | |
| 983 | 2 | 0.2% | |
| 979 | 4 | 0.4% |
| Distinct count | 319 |
|---|---|
| Unique (%) | 31.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.88171409375 |
|---|---|
| Minimum | 0.34 |
| Maximum | 1.71875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.45655625 |
| Q1 | 0.64953125 |
| median | 0.86 |
| Q3 | 1.075 |
| 95-th percentile | 1.40625 |
| Maximum | 1.71875 |
| Range | 1.37875 |
| Interquartile range (IQR) | 0.42546875 |
Descriptive statistics
| Standard deviation | 0.293524508 |
|---|---|
| Coefficient of variation (CV) | 0.3329021392 |
| Kurtosis | -0.4524719248 |
| Mean | 0.8817140937 |
| Median Absolute Deviation (MAD) | 0.213125 |
| Skewness | 0.4299025249 |
| Sum | 881.7140937 |
| Variance | 0.08615663677 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6375 | 13 | 1.3% | |
| 1.0625 | 12 | 1.2% | |
| 0.9 | 11 | 1.1% | |
| 0.945625 | 9 | 0.9% | |
| 0.85 | 9 | 0.9% | |
| 0.5 | 9 | 0.9% | |
| 1.2375 | 9 | 0.9% | |
| 0.8925 | 9 | 0.9% | |
| 0.6875 | 8 | 0.8% | |
| 0.584375 | 8 | 0.8% | |
| 1.02 | 8 | 0.8% | |
| 0.825 | 8 | 0.8% | |
| 0.91375 | 7 | 0.7% | |
| 0.690625 | 7 | 0.7% | |
| 0.499375 | 7 | 0.7% | |
| 1.073125 | 7 | 0.7% | |
| 1.2875 | 7 | 0.7% | |
| 0.796875 | 7 | 0.7% | |
| 0.5875 | 7 | 0.7% | |
| 0.68 | 7 | 0.7% | |
| 1.158125 | 7 | 0.7% | |
| 1.3125 | 7 | 0.7% | |
| 1.175 | 7 | 0.7% | |
| 0.541875 | 6 | 0.6% | |
| 1.025 | 6 | 0.6% | |
| Other values (294) | 798 | 79.8% |
| Value | Count | Frequency (%) | |
| 0.34 | 1 | 0.1% | |
| 0.357 | 3 | 0.3% | |
| 0.374 | 1 | 0.1% | |
| 0.3825 | 2 | 0.2% | |
| 0.391 | 1 | 0.1% | |
| 0.3995 | 5 | 0.5% | |
| 0.4 | 1 | 0.1% | |
| 0.408 | 2 | 0.2% | |
| 0.41 | 2 | 0.2% | |
| 0.4165 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.71875 | 3 | 0.3% | |
| 1.703125 | 2 | 0.2% | |
| 1.671875 | 2 | 0.2% | |
| 1.65625 | 2 | 0.2% | |
| 1.640625 | 2 | 0.2% | |
| 1.625 | 1 | 0.1% | |
| 1.609375 | 1 | 0.1% | |
| 1.59375 | 2 | 0.2% | |
| 1.5625 | 1 | 0.1% | |
| 1.546875 | 2 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| first_name | last_name | gender | past_3_years_bike_related_purchases | DOB | Age | job_industry_category | wealth_segment | deceased_indicator | owns_car | tenure | address | postcode | state | country | property_valuation | Rank | Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chickie | Brister | Male | 86 | 21013 | 62.980415 | Manufacturing | Mass Customer | N | Yes | 14 | 45 Shopko Center | 4500 | QLD | Australia | 6 | 1 | 1.718750 |
| 1 | Morly | Genery | Male | 69 | 25649 | 50.279045 | Property | Mass Customer | N | No | 16 | 14 Mccormick Park | 2113 | NSW | Australia | 11 | 1 | 1.718750 |
| 2 | Ardelis | Forrester | Female | 10 | 27269 | 45.840689 | Financial Services | Affluent Customer | N | No | 10 | 5 Colorado Crossing | 3505 | VIC | Australia | 5 | 1 | 1.718750 |
| 3 | Lucine | Stutt | Female | 64 | 28883 | 41.418771 | Manufacturing | Affluent Customer | N | Yes | 5 | 207 Annamark Plaza | 4814 | QLD | Australia | 1 | 4 | 1.703125 |
| 4 | Melinda | Hadlee | Female | 34 | 24006 | 54.780415 | Financial Services | Affluent Customer | N | No | 19 | 115 Montana Place | 2093 | NSW | Australia | 9 | 4 | 1.703125 |
| 5 | Druci | Brandli | Female | 39 | 18747 | 69.188634 | Entertainment | High Net Worth | N | Yes | 22 | 89105 Pearson Terrace | 4075 | QLD | Australia | 7 | 6 | 1.671875 |
| 6 | Rutledge | Hallt | Male | 23 | 28039 | 43.731100 | Financial Services | Mass Customer | N | No | 8 | 7 Nevada Crossing | 2620 | NSW | Australia | 7 | 6 | 1.671875 |
| 7 | Nancie | Vian | Female | 74 | 26660 | 47.509182 | Retail | Mass Customer | N | Yes | 10 | 85 Carioca Point | 4814 | QLD | Australia | 5 | 8 | 1.656250 |
| 8 | Duff | Karlowicz | Male | 50 | 26417 | 48.174936 | Manufacturing | Mass Customer | N | Yes | 5 | 717 West Drive | 2200 | NSW | Australia | 10 | 8 | 1.656250 |
| 9 | Barthel | Docket | Male | 72 | 31261 | 34.903703 | IT | Mass Customer | N | Yes | 17 | 80 Scofield Junction | 4151 | QLD | Australia | 5 | 10 | 1.640625 |
Last rows
| first_name | last_name | gender | past_3_years_bike_related_purchases | DOB | Age | job_industry_category | wealth_segment | deceased_indicator | owns_car | tenure | address | postcode | state | country | property_valuation | Rank | Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | Jermaine | Bagshawe | Female | 60 | 19858 | 66.144799 | Property | Mass Customer | N | Yes | 9 | 260 Briar Crest Drive | 4209 | QLD | Australia | 6 | 988 | 0.3995 |
| 991 | Bryan | Jachtym | Male | 59 | 27164 | 46.128360 | Manufacturing | Mass Customer | N | Yes | 15 | 56 Moland Crossing | 3356 | VIC | Australia | 3 | 988 | 0.3995 |
| 992 | Renie | Laundon | Female | 32 | 27016 | 46.533840 | Entertainment | Mass Customer | N | Yes | 8 | 1 Shelley Pass | 4118 | QLD | Australia | 3 | 993 | 0.3910 |
| 993 | Weidar | Etheridge | Male | 38 | 21744 | 60.977675 | Financial Services | Mass Customer | N | Yes | 6 | 0535 Jay Point | 2422 | NSW | Australia | 4 | 994 | 0.3825 |
| 994 | Datha | Fishburn | Female | 15 | 33056 | 29.985894 | Retail | Mass Customer | N | No | 3 | 6 Caliangt Way | 3079 | VIC | Australia | 12 | 994 | 0.3825 |
| 995 | Ferdinand | Romanetti | Male | 60 | 21830 | 60.742059 | Financial Services | Affluent Customer | N | No | 9 | 2 Sloan Way | 2200 | NSW | Australia | 7 | 996 | 0.3740 |
| 996 | Burk | Wortley | Male | 22 | 37181 | 18.684525 | Health | Mass Customer | N | No | 6 | 04 Union Crossing | 2196 | NSW | Australia | 10 | 997 | 0.3570 |
| 997 | Melloney | Temby | Female | 17 | 20002 | 65.750278 | Financial Services | Affluent Customer | N | Yes | 15 | 33475 Fair Oaks Junction | 4702 | QLD | Australia | 2 | 997 | 0.3570 |
| 998 | Dickie | Cubbini | Male | 30 | 19345 | 67.550278 | Financial Services | Mass Customer | N | Yes | 19 | 57666 Victoria Way | 4215 | QLD | Australia | 2 | 997 | 0.3570 |
| 999 | Sylas | Duffill | Male | 56 | 20364 | 64.758497 | Property | Mass Customer | N | Yes | 14 | 21875 Grover Drive | 2010 | NSW | Australia | 9 | 1000 | 0.3400 |